{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (C)\n",
    "2016 - 2019 Pinard Liu(liujianping-ok@163.com)\n",
    "\n",
    "https://www.cnblogs.com/pinard\n",
    "\n",
    "Permission given to modify the code as long as you keep this declaration at the top\n",
    "\n",
    "支持向量机高斯核调参小结 https://www.cnblogs.com/pinard/p/6126077.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets, svm\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.datasets import make_moons, make_circles, make_classification\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = make_circles(noise=0.2, factor=0.5, random_state=1);\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "X = StandardScaler().fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import ListedColormap\n",
    "cm = plt.cm.RdBu\n",
    "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
    "ax = plt.subplot()\n",
    "\n",
    "ax.set_title(\"Input data\")\n",
    "# Plot the training points\n",
    "ax.scatter(X[:, 0], X[:, 1], c=y, cmap=cm_bright)\n",
    "ax.set_xticks(())\n",
    "ax.set_yticks(())\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The best parameters are {'C': 10, 'gamma': 0.1} with a score of 0.91\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "grid = GridSearchCV(SVC(), param_grid={\"C\":[0.1, 1, 10], \"gamma\": [1, 0.1, 0.01]}, cv=4)\n",
    "grid.fit(X, y)\n",
    "print(\"The best parameters are %s with a score of %0.2f\"\n",
    "      % (grid.best_params_, grid.best_score_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7Rj5nFokxgERjIr/5TSYLWJk8dtbEqPOWNP5JXJ8iNTyNnBcyOV/uNPHcRXZ8+j7EOnKTK2FKgUTgEhsTz9xMipHvnkVaNtK0EcYEsddv0P2x4xWP8PNzaUZOncU2rfnX0nDV++j6pSNoJSayLK7K+NQzn1iSxqir99LeWc/Y6JyTQJ5Pke3a26xSEDXOthfkG/0xJsdvboAk4lneOTfO4WOdNdHeeeXSJLmsWfZxDZtdnqlNXJGDnTOZ+MllUsPTCE0gdI3mB3dRt6d1yXnxyxMFMV6MtCWZyTi+9srN5EtYHv7rzP2cSfcgEexwRflM6CW6XOuLxiefv4K96HcvTRszmSP62gCt795bqWUDMPGTy1iZ/JLXys2kiL0xSPMDu8o+b2EDd/i5N/jSF98qlMn17gjR0hpkOpZG0wShZn/FR20pKs+2TlmYps3EeLHxum1Lhoemt2hVN8nnLZLx5aY727iFyUdu6aYzpcb5TCdvpbtJ29XJ1Y4/d5HU8DTYEmna2FmTyM+vkh6fq8rrrYSU8G8jH+RMugcLHRuN6/kwvzf5YeLW2nf1bdMiGyneGMOWJPsr2+Zs50yyU4mSr5W4FlnVNYSYL5N79eYUFJ/fTWd3A+2d9UqMbxO2tSBns2bZ5oSFcehbiTfUiC7LRceSI95R/mnr92gxbn6Yr2Rb+Qejn+SPo+/hP8fexT8c+yQvJstHWOvBTGTJjM860z8Xr8i0mTk7vORY/b42RIkmGKEJvK2VS7VczbUSseqwWHxLrmFKjZ8l96zjioKyu2MV/tRUYuiM3tJViJYff/WzfOnhtypwVcVms60F2ePRS7aKAvj9W18F8I+P/Iwws0XHdSw+GLzA32/+EZ2um49nbZ0/mno/KekhI91kpJucNPh/Zx5gvIJ5ZjOVK5v7NROZm+uJJZFS4m2rd0RZgDA0hKHR/shdhZxzNppg4ieXGT51huir/ZiptX8ZTpqlGx7yGCU7BVdCMzR8nQ1Fmix0UZSW2Si62yhtnqQJgrvXNgTBaO1C6HohWl4YOaW4PdjW9zGGodPSVsfUZGKJMGuaoKu3acvWdfKhdg5/9TFGX4W/5eniK7lfx5IaeQw8Ik+DluaX6s8VPe9spvQEbFsKXkzt4lcbKhM1uRt9pSsANIGvoxHbtBj/wQUyk/HC3EFXvY/AjjC6z0Vw582yt+RQjIkfXkTaNkjITiWYuzRB968cxxUs3li15zc39Vtaebtd08gSEa2bPDtd68uxt75nLyPfPYuVNZ3NSCkRho6ntR4p5ZrqyW3TAgRamZb5tvfuY/i7Z5FLNvW8hE70rnndi82LDn/1Mdhi0yLF6tnWggywc3cYw9AYH5vDtiRen4udu8NbOmn3w+d+l5H5tufdwL+0/hcvJnczadWx1z3JSf9AyQqCjHRhlxAlC52UXbmfR3MbNB7vZubM8M0NOwGaS6fxaBexVwfITMQLFRXgVCx4ksElAiOlJPKzq0vOw5bYOZPY64O0vXdf4bCZzDLx08tk5nPU7iY/re/ZhyccAKDPHXNm4WVbnNl8OBueXi2/bn8OI+Ch91MnmfjxJZI3oiBxcuXPXybZH6Lt/ftXFOXcbJrJn14mG3HSSr7OBlrfsxcjsPTv4Wrw0ffrJ0n2RzETGdzhIP7upg2NrNJbujAnHVE+dIfM/bvT2faCLISgd0eInr6mwr+3kifqHNP4xe3P9XqGD9e/veJzD3rGkLJ4/R6R5/iCrWWFCN3di7vBz8zZYax0Hl9XA00nejECHuauTC4VWXA2qK5GaHnXnsLv2ErlllQxFJCQHr65qSptych3z2Ims4WEay6aZPSZs/R+6mQh2v4/mn/Eqdlj/Dy1B1NqHPUO88nG1/Fp+eLXWCVmMktqMLokXy5Nm9RQjPTYLP7O8ukQO2cycurMkp8xPTrDyHeddd8qtpqhU7e3sumQhfZrnvgsn1GiXPNse0FeYKuFGJzNmGGcFuj1EDaSfKjuAj9IHJifU6fhEXn2e8Y56Bmt6FoBgruaCe4q9iwuEuOF4/bS45pLp1zrvrYoJZEamcbK5ot2v6QliV+ZpPGI8+XlFha/1vgGv9b4BpUiPTIzX8dbvIGZuhFdVpDj1yLFvwsJVtYkNTxNoDdUsXUuh95yU5S/tEEHOUV1UYJcA/hbwoXxPhs1Bvp4w1sc8I7xs+Qe8rbOff4B7vYNbarVpa+jwRGyW/C21S/54tPcBoGeJpJD00siUGFoNBy++Xsw41koofHSssnPpSu7+FtwNiNL/PIEiBXai/Oz6dI12JZNfi5T4hnVQ2/pwoqOM/KVr/HECl4Yiq1jW1dZ1AKVFOMF9nsm+DuhF/jfm5/nHv8gmqhEYdXqaX5oN5rbQOjzQqZraG6dloeLy89a3rvPEWpdQ7h0hC6ov6ud+v1thXM8zcGSFWjC0PC2lreTrASB3hClWiSFplG3t63EM27iaQ4iSnhiC03g2YJhuXq4HaHrDD/3Bk/U/fGmv75iZVSEvMV8cd9zjDxTW5aZG8Xd4KP3k/cwd3GMzFQSTzhA/V3tGP7izkfdbdD16BHys2nyySyepgC6b2nJoacliKeljuzkoo1CTaD7XAR2rq0sbK1oboP2XzzI+LPv3DxoS5of2o27YXlfiODOZmKv38C0coU7AKEJ3E1+vB3FHYq2aZG4FiEzPodR76V+f+nf2UZYqMAYfu4NTn6hfVXVF7YtGRmcZmIijm1J6hu87NgVxuvb+tLQOw1lv7mFLJS3VcM20zYtslMJNLeBu8lfEznyjWDlLaZevFrokgv0hWl+cNemucbZpkV6ZAZpS3xdjeir7HyzMnmirw0469agbk8roXv60G5Jd1iZPMPfOYOVzjlpjnmv686PHqnKXcBiO8+VRkZdfmeC6Vh6Sb5f1zWO3dON2628MVaDst+8DfiQ+D4jFI+M3yhzlyaYeumak/uUEiPooeNDh3DViGHSWnHK466QGow5YqUJEv1TeJqDhQ29aqMZOoG+8Mon3oLudTm+Fyt4X0y/OeRUkSzk0i2JRDL5k0v0fPKein+hLjYn+sxjlK2+yKTzTE+nizZfbdtmYmyuUJ2kqAwqh7xFfOYxx3ug0qmKTCTO1EvXkKaNzDtNBvnZNKPfO1+2oqHWSQ1N3xRjcETLlkRf6WfshxfK2lTeTiT6p4pa0cEpu7PW0bm4WhZsPMt19KVSuZIbwlJCIr65G5PbASXIW8CXHn4L8cRnS27eb5TZt8eKd/alU/O70Jxwu5G4FilZrQCQGpwu8s9YK1YmT/zKBHOXxtfVtl0JRJkZc1KWf6wSLETKh7/6GJ95rPhxr89V0vZVCGrCDfFOQwnyMkgpmZ1JMzo8Q3QqWdb3Yj1UawCplS4jKEI4tby3Icv+1m3J7Dvrn88Xvx7hxv94jcgL15h66TqDf/YasxcqX7O9EvUH2otNmAR4W+uqnidfMLwvhd/vnh87dsvShKC9Y+t8uO9UlCCXwbJszp8Z5dKFCQZvTHPtSoQ3Tw+RzWxM1BYPI60G/t5QSXc1bBtvS3VLxKpBPp4hM7a8n7HMW+u6tpXJE/nplYIBvTRtpCWJvjJAbnbj9c3SliT6p4i8eI3pM0PLRt+NhzvxdTY65X+GUwJoBL20vW//iq8TNQP8+ewJ/ijyPp6eO7Iuu1FwUhelouT9B9tobgkWRNkfcHPwSAceNYar4qhNvTIMD86QSuYLeVfbktiWxdXLEQ4d7Vz3dcXZl6s6jLR+XxtzF8bIJzJgzZdaGRqNx3tuyzl24z98Byu9/Jegr3t9G0vJgWjJ+mZp2ySuRdZl7LOAnbcYefrszeYQXTD95hAdHz5U0pRfaBodv3iQbCxJdiqBEfDg62xYcTNvIBfm9yO/iCk1LHQuZjt4NnGAJ1r/cokt60os7uY7eYsZka5r7N7Xwq69zUhJ2fFQio2jIuQyTE0mSm6CJeJZzHXOVVvwqagmmkun+2PHCJ3ow9MSxN/TRPsHDhA63lPV160G+bkM+Zl0+ZyF5rRYh+/dsa7rS1uWvrYs3/69WmbfHiE3k7qZ+7YcI/+JH19adnPVEwpQv68Nf1fjqiornpp+gKx0FXyg8xikbDffmj2x5jXrLU7q4kPi+yUfF0IoMa4ySpDLIJfNXK4/l1zN6HgBzW3QdKyb7o8dp+NDh/CvM4Lcauy8ucIEZUH7B+5adzmfv6eJUn9LYWgEdqy9xG0x8auRwh3KYuysSb4C6RBw/K9H8sV/W4nG25n170+MfOVrykd5i1CCXIbm5mDJjQ5/wK0GRS6imiVn7qbA8hUG0jEXWi+uOi9Nd/c6rzH/txaGRt2+tg3n28sOb5XLPLZGdGEjygQHHlF+DuOy15yPkj987nc3sDLFelE55DJ09zUyO5MmmzOxLYmmObdre/atr1V3wcltubpj27SYfnOQ+OVJpC0J7GgmfG9fzeV+pZTMnh9l+q0hZ+J00EP4/p0EdxY7v20EoQla37OX8eculqzRRUJ+2ZmDK9N0vAd/TxPxaxGwJcGdzXjbNl49UH+gnegr/UXlekadB1d9ZRp0DCG5x3eDN9K9mIs+yi5M3hu4tP4La/qaWqsVlUMJchkMQ+fI3V1Mx1IkE1m8Xhfh5gB6mYkPq7rmMmIspWTse2+TmYoXbnXjVyZIj07T84l7yk6a2Apmzgwz/dZQQWzMRJbJn1x2bvV7KmspGegL0/nRw4w+XTwhRega/q6NT632hIN4wiVGKK0BKSW5WBIAdyhA/f520iMzpIamAQmahtA12j9wYMPrXczfaHqFqBVkKN+EjsSUGoe9IzxaYqLMatHD7YVpI6dXaKtWVBYlyMugaYJwc4Bwc2BD1/nMY8Cry5+TmYiTjSaW5h1tiZXOk+yfqrhx+XqRtmR68aSQheOWTez0jYoLMoCvvYGGI13MvbOo6UUTaB6D+gPrr3gphbSc1uy1tCpnJuOM//Ad7JyTJtBcOm2PHKD9AwfIRhNkJuLofheBnlDFmzx8Wp5/0vp9hnKNTFr1dBvTtLlKTMteIwvTRk4+pKLkzUQJcpXxt4QRT3xixa68XKx0VYc0bTKReM0Isp0zy1YgmFVspQ3ftwNPOMDs+VGsrEmgL0Tjse6i2XrrJdE/RfSVfsxEFs2t03Ckm6bj3SsKs50znbb0RbXQlmkz9lfn6ftr91Yk+l4NPe4Zeli+XnutCOF08F149NukItGKXltRGiXIm8RKXXlGnRehCeQtO/PC0HCtYPO4mWhuA83QC9HgYqq5TiGcac+VnvgMkBqZYfInlwtfNHbOYubMENKyCZ/sW/a5iYFoSb9kbEhcn6LhYEfF17tZLETJis2jdhKT2xx/V5OzeXdri6pW+bHzG0FogqYTPUXdgELXCK2zHnirib1+oyjql6bN7PmRFeuRrXS+5DnSssu3sd9mLAxQqAa2ZZOIZ8lssAP2TkFFyDWC0ARdv3SUyeevMDeRIuWqIxQ06XzPrordlleKhkOdaC6d6TeGMNM53A0+wvfvXHa+XC1TdgyUdNqrb50QvRhfuzPt5NacujA0fCVM6G83jFYnSva3hCuethgfm2OwP4YQThFNIOhm/4E2XCuMxrqTqa1P+jZH83t5/sHH+WliHwKJJiS/bJzhQ7yz8pM3CSklmYk5NLdB18eOVXyixVbgbvSTGZ8rfmB+KslyeFrr8HU2kh6dKYiyMDS8bfUlp4IoHGZn0gz2x5YYdiXmsly6MMHhY5XdqL2dUIJcQ/zF7HGeT+4lv/BnkfCdubup1zI8GOjf2sXhRJKjf3kea2GsvW3TcLiL0Mm+23oiSfjeHYz+5fklqQdhaITu7lmxiUMIQfsHDszbd06AlNTta6N+f9tt/TupNmMjsyXdE1PJHJlMHm+N1d5vFiqHXGX+QebLqzrPkoIfJe8iJ5e+EXPS4On40WosbU1IKRn7qwuYiaxjfJ+3kJZk9u1RUoOxrV7ehvC21dPxoYO4mwOgCYyAh/CDu2hY5TQSoQnq97fT/dgxuj92nIYDHRXrxlsPUkqkvTEvjlvZSB7ZNG1yWXNJFVEuV9qhTwjIl3lsO6Ai5Cpy8qF2hr/6xqqmgmSlgSlL585mrc2tsrCyJnYmj1HnKQhLfibtjBi6BWnzyZtDAAAgAElEQVTazF4YW9d4o1rC19lIz8fv3uplbAg7bzH18nUSVyeRlsTTHKTlXXucqd0bYCGPvNaaZNO0uXY5wsx0CoTAZWjs2ttMY5OfxiYf6VSuqEBFyu1tfK8EuUbwiTx1WoYZu3g8fI9rcyJQO28x+dPLJAdjCE0gNEH4gV3U72ubN/opfQtuZ9fnm6CoLOPPXiAzPlfwF8lOJRh5+iw9v3YCV7By8xSllIwOzzI+Nodt2TQ0+ujdGSpKM1y6ME4innVEV0pyOYvL70xy+FgnHV0NRCYTmHmrIMqaJujpa0Kv4oSUWmf7/uQ1hhDwqcbXcC8xhbFxC5NPNqzesjM7lWDm7DBzl8Zv5npXycRPLpG8EQXbsYq0cxaRF66SGp0p29wgdI1AhT0sFGsnN5MiMxEvMnuStmT27fVPVCnF1csRRoZmyOcsLEsSi6Y499boklRDOp0nmSiOgG1bMjYyi8ulc/TuLjo6G/D7XTQ0+th3oI2OCrTC386oCLmGuM9/g4CW4ztzxxjON2FJDSElP07uJ2wkaNDLd8JJKZn86RWS/VNIKRGaYOql63R86NCqyq/MVI7UjRKRuCWJvTZA98eO0/Ku3USev+rkJ6Wz8WUEPbd188N6MZNZkgNRpGXj7w3hbiy+s9lM8rPp+caiWx6wb3psVIJMJk9sKlU8hdqyGV80hTqXNct2p6bna45dLp3enSF6d1a+3f52RUXIm8Baup0OesYwsJFSYKGTxcUrqR38i4lHydrlvz+TA1GSA1NOpcB8hCtNm/EfvrMqi0wzWb6JITedchodMiZGnQfd68IdDhC6fyfdHz+Ots3qRuNXJxn85utEX+0nevoGw3/xFtHTA1u6JneTv/TfWRN4Kji6K53KU2q/8tYp1H6/u2QVhRBQXyG3uzsRJchV5PSL43zz0W+v6Tn9+TAD+fDN0jfARicl3byc2ln2efFLEyUnM0tbkpksUWN7C5p7ed/hkWfOEXt1gPxMGiudJz+bJjsRR7sNvKGllFjZ8h4ca8HK5In87Kozh8+SzpefZTN7fpRMZOOmPuvFVe/D39NUZF6kGVpF72A8XqNkpziAz3dzM87l1mltryuaMKLrGu2d2zstsRwqZVFjDOdK377lpIuBfJj3cqXk48uNBVrNgBMj4AVNlPQd1n1ucrHkEkGTpk2yf4rcsS7cTRtzw6smqeFpIj+/ipnKIYQguLeV5gd2rdvONDUUKz2Hz3Tm8G3lINm29+0n9uYgc++MI00bX2cD4Qd2VbR5x+93Ewi6b27WzaNpgvaupT7SO3aF8fvdjI3OYZk2DU0+enqbcLtr/0t8q1CCXGO0GPGSU4vcIk+7UT7SrdvXRmZirriFd36U/EpohkagL0yyf2rp83UNV5Mfc2i6xLMk6bG5mhXk7FTCSdnM/04kkviVCeysSfsjd63rmst9721gsldFELpG+OQOwid3VPV17jrYzvVrU8SmkkjA53Oxa09zUZWFEIK2jnraOjZu+L9dUIJcY+z3jNOkJ4mYdYXBlWBjYPOw/1rZ5wV3NpO4HiE94rTwCl2AELS9/65VefDmZ9MkB4u9ClwNXnxt9aRHZoqjZ01bsbV4K1lsol/AkqQGo5ip3Loix0BPiCl5tei4MDSCu9c3TaYc0pbYORPNY1Sl6y8/lyF6eoD06Cy616DhSBf1+1buMNQNjb37W7H3SqQtNzS0QbEUJcg1hibgH7X8gKemH+R8pgsJ9LmiPB56kaBeflyR0JwW3szEHKmRGXSPQXBXy6pFZ+bcSMl0RX4244yjf0sUbRoJTeCvgiF9pciVGSYqNA0zmV2XIOs+F80P72HqhWtOmkhKhKZRf6BjVXciq0FK6UxlOTOMtGw0l07onl4aDlbO48FMZhn+X29iz5eq2Zk80ZeuY86kCd9ffq9iMZomnDesomIoQd4kzMmRVXXsAdTrGX6r+cfkpYYtBR5tda2kQgh87Q342te+aZKNJUvecgtdYOdt2j94kIkfX3Q2sqRE97po/+DBmhotdSve1jryM6min0vaElf9+rsf6/e14etsIHl9CmlJ/H0hPKHKpW1mz40sie7trEn01QGEoVO/r23F59umTeLaJMmBKLrXVfLLYubcCPatU19Mm9kLo47x/zb1kthqlCBXmVQkyjcf/fa6vABcwi65gVQNvC1BslOJoihZWjbuRh9GwMOO37jfqWnVBO4mf82b5zQd6yZxfWrJNA9hONHsRi1NXUEvjUe7N7rEIqQsMyLLtJl+Y3BFQbZNm5HvniE/my5cI3F9ivADO2k4cLPaIj02V/KOSGgauZnUur7UFRundsObO4jbYfxN/YGOotZooWsEdjQX/ICFJvA0B/GEAjUvxuCUgnU/dtQpB3PpznTs+3YQvm/HVi+tPLYs24puplY2vI9fmVgixuB8qUZf7l8y5cXVULoWWNpyWf9nRXVREfImYkXH0cPtW72MIuLXI0R+dhUhQAqcLjyXTsPhTkJ392718jaEuylAx4cOFR2Xtk1qZAY7Y+Jtr8dVVxvNCkLXMAKekkZO7saV0yzJ/qmS9ehogsxkHH+300nXdLSb1I3Y0tpsTeDtaCj6XagxTpuHipA3ia4vfh5pWVjR2prgm5tJEfnpFcdO07QL+Vahi3k/4NqPhNdKbjrJjf/+GhM/ukTkhasM/fnrTL18ffla7k0kdP+OosoYoWuE79+14nM1T5ncr5Roi+p/Pc1B2h65C93vdipyNEGgL0z7+/eXfPo3H/22mj69CagIeZP48gvHeeKRE4z85MxWL2UJc5fGS3rnSkuSGpkhUMNVFOthwdfZumWG29zFcXwdDTVhI1q3qwXN0ImdvkE+nsHd6CN0745VjchqONhBaihWFCXrHldRC3WgN4T/r9+Llc6jufRt1wJfiyhB3mSkVVvm21Y6X7qhQUrszJ1nq5mLJovEGOYrDN4ZrwlBBkcsA71r/zL0dTTQdKKX6ddvsGA6obl1Oj5yqGTeXwhxR4zhulNQgryJ/KH3S3yKT9RULjnQE3Jcy27NO0qJ9w7ssLJNq6yv8+JqjNuZpqPd1M93bmoeA29b/bo3YVX+eHNRgryJpCJRuh85wfBzq/c3rjaBnWHc50fJTSeXDOmsP9BRUVPzWqGc14TTabd5vs62aTH3zjiJ/ik0l07DwQ78vaEi4TSlxs8Se3gxtRtdSN4duMyD/n40sXy+W/e6Khbtf/PRb98WlUJ3AkqQN5lClBwZQW9ZXaNINRGaRtcvHWHu8gTxK5NLxOFOROgaLe/e42xkLvJ1djf5qdu3OXct0rIZOXXWKU+br3LITMzRcLCD8H03u+RsCV+Z+gD9uXBh1uJgvolzmW4+F35+U9aq2FyUIG8yqUiUri9+npGvfG2rl1IgG0sy+/Yo+bl5P1sp8bTU3bG5xbpdLXjCQWeqSiqHvydEcGd40waTxq9FyM+li9zzZt8epeFQZ6EO+EK2k4FFYgyO69/ZTDc3ciH63NUd7bWQrlDR8eahyt62gC+/cBwAK1KZ/Fw2lmT6rSFmzg6TT5SfKlIKM5Vj9C/Pk59JOyGZLUmPzTL69NmaKQOrBu4GH8337aTtF/ZTt7tlU6dEpwaLqyAA0DQyEzcd/S5m2sjK4jI2WwouZVduoa4E37jv65vyOgoHFSFvEfLJr8MTn12Tx0Uppl7pZ+7CmHP7LQSx1wdpfnj3qjwPAOKlyt6kI9SZsVl8qyi1upPITaeIvX6DTCSOK+il6e6eQjNFpdD9bqclvtSAj0UeEg16BhfmkmEFALqwqV9mnFclqFSwoFgbKkLeIp46Bee/cApY/5s/MznH3Dtjzq2vpDC9YuqFayVLu0qRm02DVToSzifKu8vdiWRjSYa/8xbJgShWMkdmYo7xZ98hfnWyoq/TcKC9ZESuufQlHhL3l9m807C52ztU0TUtxoqOIyXY/+I/EY0kuHBujPNnRhkbncUuUbOuqBxKkLeQ0y+Oc/4Lp5Y3PV+GxLVI6VtfAcnBm/nF/Fya+JVJUiMzRRaa3vZ6RBnHtnKTprcSadnEr04y+fxlYq/fwKzgl0bstYFiUx/LZurl/lXNJVwt7qYALe/di3Dpzn+GhlHvpfPRI0s6I+v1DL8V/hF1WhqPyOMReUJ6gt9ueRaPVsUacdui+5ET/O4fTnHtyhRzsxkS8SxDA9NcODd+R6eythqVsqggti0ZGZpmYjyOZUnqG7zs2BnCt8zm2IUreQ7D+qoulqktFcLpSov8/CqJqxHnFlkINLdO16NHCvaTdbtbmXlr2DGumRcdoWv4OhrwhCtjKWmbFnbWRPe5N9SKbedMRr57lnw84winJpg5N0LHLx6sSGql3Ew8mbewMvmKbnLW7Woh2BcmO5VAGDruUGn3vLu8E/xBx58zlG9Cw6bbNVPyzz6QC/Pfp++jPx/GK/K8L3iJx+rPYKxQHncrVmQEKeF/dP1jIn91ZskXkW1LUskcsWiKcHNtTom53VGCXEGuXp5kOpYuvIlnp9Ocnxvl2Ilu3GXsHlORKOe/cIrDX31sza8X3NXizE+7dXinBH9PiMTViBNFL3rcyluMP/sOPZ84ATi3yd0fP0709RukBqIIXaP+rraKWEtKy2bqpevEr0wAAmFohO/fuer89q3MnB+dr06YFwnbmVgx8ZPL9P31ezfsQGf43eRKdicu9YGoFELX8Lat3HyjCblsRcV4vo7fj/xiYQMwLT08mzjItBXgb4deKJyXsQ3+fPYEL6d2Y0qNQ95RfqPxVcJGErgpxl1f/DwvfXu4ZJrbtiWzM0qQq4VKWVSITCbPdDRddGtrWZKBa8uXDZ1+cZzuR05gTo6sqTPK21pHw+FOx4hGEwhdFOpsda+L2QujJVMa+bkM+bmb0zR0r4vWh/ew49P30/fr99J0vLciVQeRF68RvzKJtJzctp01mXrxGqmS8/lWxvlyKY747JxJvsx0kLXQdLy3KH0jdI3g3raanq79V4lD5OXS9eWlwelUH7OW09wj52uaf57cQ0a6MNE5m+niycmPkrJdhXPkk1/nyy8cx3BpJb24hQCXS8Vx1UIJcoVIp/KU07BYLMXYyOyyz38y/jm++ei3AdbkCBe+dwfdHz9O6GQfoXt30vupe6jb0wpQOr8MICiaFlFp7JxJ4upkUfQuTZvYm4Pruma5XDdSrmpu4EoEdzUTuqevkNcVuiC4u4WWB1d2WdtKBnNh7BIfZUPYTJhOBN6fa2Y434S56KZYopGVBi8md2FFRuj64ud5ytlnprHJj1bG+6Klrfb2Fu4UlCBXCK/Ptezm3NCN6RV3qBeaRqRlranywt3kp+loN42HO5eYiwd2NZcUKmFouBv9q77+erAyZtkc93o34uoPtJcUZWlJoq/0F6du1oi0JQ2HOtj5m/fT/St3s+PT99P6nr0VEftq0uOKoVHiTkhqtM1PKh81G0t6SOWki4GEHylhOHy8cFzTBAePdODxGGiaQNMFuq6x967WounSispR2++02wifz0Vd/TKTFgRk0ivvjH/5heOOKMuN14I2HurEqPPeFDHNyeO2/cL+qvscGwF3WUFe7zDQ+v3tjj9DieumhqaZerV/ybFsLEn01QGmXr5OenyubHWAlTOZ+PElrn/jRa7/lxcZeeacM1zUfXvcmn+47m1cYqkxkguTk/4bNMzXK7cZsyWngbmFSbecWBIdL+APuDl+sptDRzs4cLide+7vpSlU3S/y7Y4S5Aqy70AbrjKestKWuFa5MfTlF44XyuE2Isqa26D748dpeXg3wd0tNB7upOdXT1S80aEUQtcIn+wrzskaGqF71jeFRAhB2/v2I0r8jqVlE784URDdmXMjjHznDDPnhpk9P8rY988TWZgUvfh5UjL2vfMk+qcKVSbZyTgj3z27qpFJtUC7a45/2PIDdroiCCQ+keMDwXd4vOnFwjl73BHajDl0Fs0XxMaQeR7Uz/GVy4+UvLYQgkDQQ12d15kyragqt0cIcJug6xq797Vw+Z0J7EWbe0JAY8hfVqxLcfrFcQ7Nd/NtxIhIMzTq9rZRt3dzWm0X03CoE93vZvrNIcxUDm9LkNC9O3A3bXCHvoyn9EKDjJnKEjs9sGQDUJo2iauT1O9tXVLZkIsmyU2nioe72jbR1waw0jnMRNbxGT7WgxGszXlzu9xRvtT2PaQsfWMiBPx2yw/47zP3cTq1AwuNvWKQT//2u/jWS/8OlF9FTaAEucI0NvnYsSvEjf5ppJRIKWkK+dm9r2XN13rqFPjnJ1ZvtMV6qwjubCa4s7K2lp62ejKjxZuk7lAAoQmnikMUF21J0ybRP7VUkGfTpRXMkiSuThYukZ9JM/fOOA1HOgnd01ezVRfLVf75tTx/J/QCf7vpBfKTI2gCvvHS+zZvcYoVUSmLKtDaXs899/dy5O4u7rm/l30H2tDXuTGUikQL1RfKLNyh+YFdTtpiQXyEkwppeXi38+9yt9aCog06d5O/KDouUOLw7PlRRp85f1t3q1mREXo/cEIZB9UgSpCrhKYJfD4XRgUiqVQkWvjwmJMj2974xRMK0POrd1N/oANPS5C6fW10f/x4IfIN9IVLiqnQNOr2tBRdy9teD/oq86PSGZKaHpnZ6I+x6VgRp869+5ETPBn/3FYvR1ECJci3Ed+47+uFzb7tHi276ry0PLSb7o8dp/Xde5eU8ekeg9b37UPomlNPPF9THDrZVzJ/3f7BgzQc7ETzGAhDw9/TVLIpYgFp2mQmS7dZ1yoLhkFdX/y8EuMaRuWQcXbaU8kc+bxFsM5Tkai2Wpx+cZzT932dLz38FiNf+RpCUBOTR2qN4I5mfL/RSGowirQk/p6mJTXai9EMjeb7d9J8/81pHePPXnAMmkpF2oZ2W5n3L3x5d33x8wUvbkVtsu0FOZs1uXh+nGzWRAgnndjd20hXd237AH/5heN8ZqEKo4aGpm4VZipHemTGiXC7m9BcOrrHWHd1Set79zH+3MWSqQmhCYK7Nm/+3kZYEONv3Pd1eGGFkxVbzrZPWVx6e5x0Oo9tSyzLMasZGZxhZjq1Ka9v2zZTkwlu9MeITMSx1tBt9tQpx3tAWta2TmHMnB9h8M9eI/LCVSafv8LAf3uF1AZzvJrboPMjh+n46GGMOk/BJ8TV4KPz0SO3RdPIwntiYVNYUfvU/ruqiqRTOTIl3L1sWzI+OkdjU3W7knI5k/NnRjHzNrYt0TTB4MA0h4914vGu7k/z1Cngvq/zRN0fM/zcG9suhZGNJom9dmO+5vhmfmH82Qvs+PT9aGuo/S6Fv7ORvr92rzMaS4IR9GzYVa7aLAhxYfNO1RjfNmzrCNk07bJ1m/l86eaDSnLjeoxc1io0kdi2JJ+3uH5tas3XejL+uSUbfmsxKLqdiV+ZKB5BBSAEqaHKDQF1Bb246rw1LcYLVRTgRMVq8+72Y1tHyIGAu6QhkNAETaHq+71Ox0qnRWan00gp1/zhX9jw+8cPvMX3v/pDxsfCtIsod7el1mxUfrtgm3bJjTekrLqjXS2xIMTyya87d00ViIpnZ9KMDM2QyeQJBj109zbhD9w+m5m3I9takDVdY8euEAPXY4UoVWjgduu0d65sHF4tNhKE5XMWv/4fwuTlr2HbEp9m8u2ROP/I9V8Jta3OwyJqBkjabjpdsxiitkUtuCPs2HzeKr5SbopnR6UwpcYb6V4uZdsI6UkeDlyjUV/Z47koPXFqhSeskmgkwbUrU4XPRSybYmY6zaGjHQRqtH38TmBbCzI4XXU+v5vxsTlyWYumkI/W9nqMeVMc07QQQqy70245ws0BpiKJoii9qcw4n9XQf32K7KK8eNoyyIgm/sz8IH938jvL5pjnLC9fi76XG7kw+rwQ//XGV3k4cH1da9kMfF2N+HtDpAZjBVEWukboZN9tU5qWsQ3+1eRHmLKCZKULA5O/jB/h7zc/xz5P6QGrC9M9wElPpCqYJ5ZSMtAfW+LHAk5KbXBgmgOHt3dFTzXZ9oIMUFfvpa7eu+RYIp7l2pUImbQzvbmh0cfufS1rMghaib5dIRKJLNmM6aQoNIHLpbNz9/pLqqajxWkQKeENcRD55KPwxGfL+mL8++j7GMyFsNDJz38W/9vMA7QZcfZ4IuteUzVZcIBLj8yQ6J8qmCl5mmvDRD1luzg1d4xXUzsRSB4KXOOX6s4tGVL6g8RBJs068vMfRxMDU8KfxN7Nv2n/dtEdUzXSE0uub9qYZfZQEvHtNYl8s1GCXIJc1uTC+THsRW5hszNp3jk/xpHjXRXb2DEMnaN3dzE7kyaVzOPzu2hs8lVt4+jWiozCOlq7GM/XM5JvwmLpF05OajwbP1CzggyOKPu7m2ouRWFJwe9NfphJsx5z/vf6w/gB3sm086XW7xWE9tXUzoIYLyZpu5kw62h3xZeUNVY6PXEruq4hhCjp17FaC1nF+lCCXIKJ8XjRbDwpHYP5RDxbFE1vBCEEjU1+GiukJU0hP7ESUfJiY/En45+D+5z///irTsQcszU0aVL8ltCIWWqg5Xo4m+kmagULYgyQx2DMbORitp0DXqcSxhBl7ESlQJsexcSZ+lEwA6py17amOWOaIhOJJWkLTRN0dTdU98W3OUqQS5BO5UqPYxKQzZjUbd1+34rs2B0mmciRNy1sS6LpAsPQ2LE7XPL8hQ/5kXuasf7oxaLHDUyOeLdv08lGGMiFC5OgF5OXGjfy4YIgvzdwmW/N3kNu0bkCm1aihJjj/BdOcfrFzS1j7NsZxrYlU5MJZ7qMhK6eRppbayMVdKeiBLkEdfVeZqbTRZsaSPAHa3ujyO02OHZPN9PRJOl0Hp/PRVM4sOK0h3OvT9He18LE6Cy5+QSygUmANO8PXgKczadxs4EGPUXTogqA4Xwjb6Z6MITNSf8NWoxE9X7A24gWI4FH5ItE2SVsmvWbv6P3Bq5wMdvO2XQXzuhRiT/gouWue/iG7wHYZDEGJxrevbeFvp1h8jkTj9dAq8AkcsXyKEEuQUtbHaPDs9j2onE3mqCh0Yf/Nti51zRBuGXtkUxXTxN+v4fRkVlM06KxqZ7f/9VhEv/pOk+bD/CM/S50IbGkxn7POJ8LP88zc0f4YeIAFhoCyam5Y/y1xtf4heCViv9cM5aP06k+ctLgiHeYHnd1LTDz8QwzZ4bJTiVwhwI0Hu1a03DYk74BvjV7gpzUkfM9WAIbr8hzzDcE3Nyg+7v8D8x3vYd/n/gNyGVoaPTVxMgkw9AwjNp/z98piLUYbbd3H5W/+VtPV3E5tUMuZzI4MM1MLIWmCVrb6+jsbqyJD8lmE51KMnh1gqx582c3MNntjtCfbyEnl36vuzD5Vx1/sao62tVyOtXL/x17FwAWGoawebf/Cr/e+NqG6rbLkY0mGXn6LNK0nMaTeXP7zo8cXjJxZCXG8/X859jDDOVDAOx0T/G/8W3C3Jx4shlG8aZpkc9ZeLyubfke3mr+4Hf6XpdSnlzpPBUhl8HtNtizjrFLdyKjwzNLxBic0qwrubYSw+edxpYz6W7eW6EoOWW7+C/T71pSiZCTGj9L7eEe/42ytbobYerl68jFpV/S8UGOvHCNnl+9e9XXaZm7zD8xLpMSBkjw4ZSNnf/CKS5cyVe0frgUtmVz7coUsWiyMGm8p6+Jjk61OVeLKEFWrEg5Xw8ptDJtyzYyPo2ZqswcwPOZLrQS0p+TOi+ndm5IkK9lm3kttQNd2NzvH6DX7fhfZCbmSp6fiyWRtiyIWykWN22AU6YGMPS+z/GNhVK1TcoLX7vqiLGUFIa+Dg1M4/EYhMKqeqbWUIKsWJGGBh+RyeKNOk0T2LYsqkixdA/uz/2f8CefWFI/KwSgOSVga/FvFiVVf+P86cxJnk/uJS+dNf0oeRcfrTvHL9efQ3Mb2Jl88VoMrTBNpGDgZFtFvwP55Nf51kthJwJeKFOrUt1wOUzTJjaVLFqbbUtGhmaUINcgSpAVK9Ld20gsmsKybxr5aJpgx+4wuYzJ8PAsi+fP79gV5sKZKBcW5UZPPtTOh8/9LgDDz71R0r+5XDR9yDuKXcKY0C0sHvD3r+tnupEL8Xxy35L8d15q/OXcER7w99NwsIOZM8PIxf7UGgR7gliR0cKhxdHvU4sF9xTA1tpeLrT9l9onyueq72aoWDtKkBUr4vG6OHqii9HhWeZm03g8Bp3djdQ3OA0y4ZYg07EUQghCYT9uT/Hb6vSL45xm3g7yPkegF3P4q4+VNdn3t3bxt5p+XtjUsxFoQvKewBX2uteXrngz3UNelirjkrwZqeN9nRq5iJ/kiFOHK23Iv+sDjP7T32PU7S78TFsV/a4Gt9uY7/osFuRKNjcpKoeqslDUNIvbvGdlgNftA+QwOCKu0qWt3Td6ge+ZD/K0/S6sW2ISj2bSubONtg6nksIdj+GfGiId6iTbcPtt8k6Ozy1xMwTQdMGR4134fMVNK4rqoKosFHcEi9u8F7PRLbFMOo/95ogzRHEROVxLcqu5uhC5utAGX23raG2vx+0xGBmaIZu1qK93fI29SoxrEiXIim2J1+dyvLCvxQp1zBLYvbf5jjPQcbxSqjuOTFEZlCArti1t7fWEQgGmp1MIHAMmo4L2qgrFWlGCrNjWuNw6rW11W70MhQJQgqxQbAjbspmYiBObSqIbGu0d9So9oFg3SpAVinVi25LzZ8ecDcL5zcG5mQwdXQ309NWWWb7i9kD56SkU6yQaSSwRY3BEenR4hpxqvFCsAyXIijVj2zamaZXsANtOxGKpYs9snC7G+FxmC1akuN1RKQvFqrEsm/6rUaJTjq+F22Owa08zDY2+LV7Z1lBu4K2EwtRyhWItqHeNYtVcvjhJdN6sRkpnnNWlCxOkkrmtXtqW0NZRX9JbWNe1Qlu5QrEWlCArVkUmk2duNlOUprBtyejIbJln3dkEAm527g6jaQJdF2iawOMxOHi4vWqTw3cvCyIAAAZpSURBVBV3NiploVgV2YyJJqDUVlU6tT0jZHDGfYWaAyTiWXRDIxBwKzFWrBslyIpV4Q+4S25gCaGcw3Rd27Z5dEVlUSkLxapwuXRa2+uKcqaaptHRpcYBKRSVQEXIilWzY1cYr8/F+MgcpmlT3+Cld2cITwn/Y4VCsXbUJ0mxaoQQdHQ2qAGZCkWVUCkLhUKhqBGUICsUCkWNoARZoVAoagQlyAqFQlEjKEFWKBSKGkEJskKhUNQIquxNsSLJRJbBG9Mk41ncHoPunkZCzYGVn6hQKNaEEmTFsiQTWd4+O1ZomzbNHFcvR+jNWbR31m/x6hSKOwuVslAsy9CN6SIPC9uWDN2Y3vYG9QpFpVGCrFiWZCJb8riUklxWjSlSKCqJEmTFsrjL+FRIwHCpt49CUUnUJ0qxLN29TSUc3gStbUF0Xb19FIpKoj5RimVpCvnZsTuMYWgIzZmK0dIWpG9neKuXplDccagqC8WKtLbV0dIaJJ+3MAwNTVPf4wpFNVCCrFgVQgjcbvV2USiqiQp1FAqFokZQgqxQKBQ1ghJkhUKhqBGUICsUCkWNoARZoVAoagQlyAqFQlEjKEFWKBSKGkEJskKhUNQISpAVCoWiRlCCrFAoFDWCEmSFQqGoEZQgKxQKRY2gBFmhUChqBCXICoVCUSMoQVYoFIoaQQmyQqFQ1AhKkBUKhaJGUIKsUCgUNYISZIVCoagRlCArFApFjaAEWaFQKGoEJcgKhUJRIyhBVigUihpBCbJCoVDUCEqQFQqFokZQgqxQKBQ1ghJkhUKhqBGUICsUCkWNoARZoVAoagQhpVz9yUJEgBvVW45CoVDckfRJKVtWOmlNgqxQKBSK6qFSFgqFQlEjKEFWKBSKGkEJsuKOQAgREkI8K4S4Mv+/TWXO+74QYkYI8fQK1/ttIcRFIcR5IcQZIcTfXOU6hBDi3wkhrgohzgohTpQ578tCiCEhRGI111VsD5QgK+4Ufgd4Tkq5F3hu/t+l+H3gbyx3ISHE54APAvdJKQ8D7wHEKtfxEWDv/H+fBf5jmfO+C9y3ymsqtglKkBVLEEL8bSHEZSHET4QQfyKE+A/zx39ZCPGKEOJNIcQPhRBt88d/VwjxlBDiB0KIASHErwoh/o0Q4tx8NOqaP29ACPEvhRAvCSFOCyFOCCH+SghxbV4AEUIEhRDPCSHemH/+x9aw9I8BT83//6eAj5c6SUr5HBBf4Vr/FPi8lHJu/jmzUsqnVnjO4nX8V+nwMtAohOgosY6XpZRjq7ymYpugBFlRQAjRCfwz4AGcCPGuRQ//HHhASnk38KfAP1r02G7gURwx+v+AH0spjwDp+eMLDEkpHwR+BnwD+LX51/rn849ngF+RUp4A3gf8gRBCzK/tZ0KIt0r894H557YtCNz8/7au83dQB9RJKa+VefwrZdaxEJF3AUOLnjI8f0yhWBFjqxegqCnuA34qpYwBCCG+Beybf6wb+LP5aM8N9C963veklHkhxDlAB74/f/wcsGPReacWHQ9KKeNAXAiREUI0AkngXwoh3gPYOELWBoxLKd9d2R+1LAIoWwsqpfziKp5f9LQNrUixbVCCrFjMcnnSfw/8oZTylBDiF4DfXfRYFkBKaQsh8vJmcbvN0vdYdtHx7KLjC+d9GmgB7pkX+AHAC06EDNSVWNdvSyl/CEwIITqklGPzXxqTK/2wpZBSzgkhkkKIXVLK67c+LoT4Ck70fit/KqX8PZyIuGfR8W5g9P9v3/5VGobiKI5/DziJ2EfwJQrOIuIDOOjmLj5EJi0uTiKouAlCh2oHJ0Ec/TM4FBEUp3YRl6K4XofcShSHqJRezPksCeTf6fLjcJP+JotVjweyFV0Cm/ELhRdggbzNAtSAXtxfHtLza8BTHMYzwNTgQImG3I65GnF7/Icc68CWpMU4oCeBpRDCTomG3AZWJR0C00Dfa8VWlteQ7UMIoQesARfAKXAL9OPhDGjGpvo8pAgHQF3SNXlbvvvBtQ1gTtI9+fp3A0BSXdLe4KSYvwnMSupKmv/mXtvAGXAlqQOcA28lc5wAj8ADsAusFJ59U9jfkNQFxmOOrPQvtX/Lf522TyRNhBBeJY0BLWA/hNAadS6zKnBDtq+y2OQ65C/ujkacx6wy3JDNzBLhhmxmlggPZDOzRHggm5klwgPZzCwRHshmZonwQDYzS8Q7hWynDLoxnYYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oEmfAh6e9bkneHUc9XfwivoO0zF+njWC/u7foc6a/L+ZwH48cf5S2x7+04HI5RfnY8IIspWSgb4KBvklM08Lrc9G5tR6/vzJ2gVMpk7OnB8ikzWIDkwGo1iI8cvx3gdVPT1jJDHbKxPC7i4pH9OpITowB5FS509AL59n8hSOIJeQm58OUAonAIZZXWpUOx+l75jTSsrMnE2OIsTev0/7Jg2WP8DOTCfqOncY2ranX0nBUV9H2K/vRFjmRZZtrhPu85/hJdDc2Am0qYv6tul/g0TJzPnc6ldH3jad4hJk0hmJ12PCCfL1rjOHBGa/faCTFuXcG2Xdra0W0d166MEw6ZZa8X8OiffQ0wrW66Qk7bTL084vEe8cRmkDoGg3v2Yp/e2Pe4yIXh3JiPBtpS5LDEaqayzeTL2q5+IvwUU4lOpAINjtGebj+Ndoc4SUdb/ilS9izPntp2pixNKNvXKPxfTvKtWwAhn5+ESs5I5bStEmH44yd7Kbhzq2LPt6na9/iLu8VTifbcQiL26uuU6MnF/Tc6e/RjWkMxcqzoWtPTNNmaLDQeN22Jb0942u0qhkyGYtYZK7pzjZOTB5o7MoTY1NqnEm28nainYS9Mrnawak0BLZEmjZ2yiT0i8skBidX5PXmQ0r4o9CHOZXowELHRuNqJsAfDH+UiLX4XX3btEiFIkXukMS6ymvmY6dNUiNFhqjakuiV0JKP2+KY5H7/u3zQd2HBYjwbPdiWu+J65PijfO3ut5e8FsXC2NARciplogmwitw3PQ59LZl7/Lpkn3aVh4JnCRozP+ZLqUb+08i92FPbNzYaX6x9vawNH2Y0RXJwAm4s+Ddtwqd7qWrek7utemcTyaHJgihZaAJ3Y/n8PC6nGwlZfixmb0ZpmFLj5dh2Pl59dpFHnOXEfyNlDmMqfeiMSmOsHhs6Qna59KKtogAez9pXATgcetGJJDomH9KO85XWV2l1TORuT9k6fzryQeLSRVI6SUonaWnwl+E7GcyUT/zMeLpk7teMzkRiqbEYUkrcTdUIQwMBwtAQhkbzfbfkcs6p0ShDP79I77FTjB7vwixiBTofw2bxsqoMRtFOwfnQDI2q1pr8oSGA0EVBWma56E6juHmSJvBtq4whCHqgGaOxDSGyo7me8H9rrZe0LtnQgmwYOsEmf8GgTk0TtG2qW6NVzSCEYPvORrRZDSAuUgT0OJ9o7ip4/Olk8QnYthS8Gl98HrIUztoqZLETmSaoaqnFNi36f/AOfcdOEXrlMsmhSRzVVdTdtonA0S10fu4OqqYqLGI9Y/QdO030yjCp4QjhM/30fO8kmWjxS2w7bWIVyam3O8aRN6on4CTDFsfIkt5n4/t3YHhdCIeeNd0QIAwdV2P1PFcvRdZtWthFcunTNN2zE83tyJ64yJ64nLVV1B/atKS1rxTTaYzeF04qUV4BNnTKAmDLtgCGoTE4MIltSdxVDrZsC1TMpF2f38Ujj93O+P/7HwmJOnbVxDjsuVa0giApHblUxWwsdOJ2+d6P5jSoPdhO+FTvTCpCgObQqT3QxtjxaySHIrmKCshWLLhivjyBkVISevly3uOwJXbaZOzNbpru2Zm72YylGHrxIsmpHLWzzkPj+3fiCngB6HSOZWfhpYK5idEaNm4ts+R0jeF1semhwwz97AKx66MgyebKX7pIrKuepg/umrfJJz2RYPjFi6RC2bRSVWtNTuhn46ipovNzh8tS9rYaCF3Pdfv9/QPfq3iT/JuFDS/IQgg2ba6no7Mu9/+VxHSjh3DMX1u8xzWAlIXrd4kMB6dtLctE/W2bcNZ4CJ/uxUpkqGqroe7QJgyvi8lLw/kiC9kNqsshgu/dnvuMrXg6r4ohh4RE78ymqrQlfc+cxoylcgnX9GiM/udOs+mhw7kStH/d8FOOTdzKL+LbMaXGAXcvn6l9k6p5Sr3mwoyliHeP5uXLpWkT7xkjMTAxZy21nTbpO3Yq7z0m+sP0PZNd941iqxk6/h3lTYesFNObyOZwHw8992lVt1wmNrwgT1NpQgzTzmxZU6CFNHoEjBj3+9/lx9HdU3PqNFwiwy7XIHtc/WVfn29rA76thZ7FBWI8fbudf7vm0Ete+muz3MXifeNYqUzB7pe0JJFLw9Tuz342TmHx67Un+fXak4t5G3OS6AtPjdAu3MCMXx+dU5AjV0KFn4UEK2US7x3Hu6m+bOtcK6arMNSGX3lQglyhTNtkLrbr7lM1b7PbPcDLse1kbJ0jnmvcVtWzqlaXVS01WSG7AXdTdd6JT3MaeDvqiPWM50WgwtCo2Tfzns1ICopovLRsMpOJ8i7+BrKbkUU+PEE2tzwHmYlE8RpsyyYzufgytErGaGzDCvXx0Xd+jxM8Nv8TFEXZ0Jt6lcrX7n57SWI8zS7XEL9d/wr/quElbvd0o4nVLaxquGsbmtNA6FNCpmtoTp3g3dsLHhu8Z2dWqHUN4dARuqD6lmaqdzXlHuNq8BVUO0BWLN2NK2ta491UT7EWSaFp+Hc0FXnGDK4GH6KIJ7bQBK51OCxXD2Y3+x45/igPP7jWq7k5URFyheEJBuj7xlMV5UexWJw1VWz6zO1Mnh8gORLDFfBSfUszhqew81F3GrQ9sJ/MRIJMLIWrzotelV9y6Ar6cAX9pIZnbRRqAr3KgXfLypaFaU6D5o/sYfD5czM32pKGu7bhrJl7goZvSwNjb17HtNK5KwChCZx1HtwthR2KtmkRvRIiOTiJUe2melfxz2y1MaXGs5P7eTG2i5TUucU1yGdrT9BkFDbOTEfKPPEoHrXZt2jEYsp3mtsPyC9++dkVXM7G5gn/t+h9IZv/XK4nhW1apEaiaE4DZ52nInPki8HKWIy8ejnXJeftDNDwnq2r5hpnmxaJvjDSllS11aIv0F/CSmYYfeNadt0a+Lc3Un97J9oN6Q4rmaH3+6ewEulsmmOq1LH14/tX/CpgPp4afT/vJNpz1SsCmyqR4d83f79kB6A53AegNvum+OOvdr4ppTw83+NUhFwhHL6rmd5vniyLOdDkhSFGXruSzX1KieFz0XL/XhwVYpi0WLLlcZeId49lxUoTRLtGcDX4cht6K41m6Hg7A4t+nu52ZH0v5vG+GH+rJ1tFMp1LtyQSyfDPL9DxmdvX7IQ6bPryxBhAopGWOj+P7uKTNaeKPm/2Zt9htdG3YFQOuQLwBAPZ0rYy/OaSoQgjr11BmjYyk3UOy0wk6P/hmUU3M1QK8Z7xGTGGrGjZktFfdjHwk3eLN6ncZES7Rgpa0SFbdmctoXOxXPRnatGL1LybGFxNzz8VfLqzT7EwlCBXAHt2ZC+7y5Eznjg7ULizL7M1v9PNCTcb0SuhotUKAPHuccKni3v8LhQrmSFyaYjJC4NLatsuB6LEjDkpS9+3GjQaEawiMmFgLchFb/o7rTb6FoYS5DmQUjIRTtDfG2Z0JFbS92I5lDM6BrASJQRFiGwt703InJ+6LZk4t/T5fJGrIa7/zRuEXrnCyGtX6f67N5h4t/w12/NRvbs51zadQ4C70b+m01VaHRNsdYQwyG/g0YXNfb7zCzrGtAeGeOJRDt+19hNsKhklyCWwLJszp/q58O4Q3dfHuXIpxFsnekglyydqh+9q5qHnPg2Ur6LCs6m+8IcNYNu4gzffXLNMJElyYO5ITGaK+fXNj5XMEHrxUs6AXpo20pKM/vIa6Ynl1zdLWxLtGiH06hXGT/XMGX3X7mulqrU2W/5nZEsADZ+bpnt3zfs6o6aX704c4k9D9/Ls5P4l2Y3OxZcbfsZRzzUMLAQ2mxyj/JvgjwkYsQUfY/r7ve+bD6pIeQ7Upl4JervDxGOZXN7VtiS2ZXH5Yoi9B1rL8hrTubVyTvmo3tnE5LsDWXMea6rUytCoPdhxU86xG/zJOazE3CfBqvalGUHFro0WrW+Wtk30SmhZxj52xqLv2dMzzSG6YPytHlo+ureoKb/QNFo+sofUWIzUSBTD66KqtWbezbxr6QB/GPoIptSw0DmfauH56G6eaPxBni3rcnBrJv+i/lUernsNaxmTWFRJ3PyoCLkEI8PRoptg0UgKcw7XroUyHSWUe+SS5tBp/+St1B/qxBX04emoo/lDu6k/2FHW11kNMpNJMuFE6ZyFlm2xDtyxeUnHl7YsfmxZuv17oUyc7SMdjs/kvq2skf/Qzy7MubnqqvdSvbMJT1vtgiorvjN+JynpyPlAZzCI207+YeLQstZfDE3IZY/Fmo6UH9/5QjmWtO5QglwCOWfmcnm5ZE8wkOvEWwk0p0Hdre20f/IgLffvxbPECHKtsTNm0Qh2BkHzh25Zcjmfp6OOYn9LYWh4Ny++xG02kcuh3BXKbOyUSaYM6RDI+l/3ZQr/thKNs8nKbSoSuk7fN55SE0iKoAS5BA0NvqKC6fE6MYzljUifjg5u1k682axkyZmzzjt3hYHMmgstFYffTd1tm7KvMfW3FoaGf2fTsvPtJYe3yjnuWyS6sBElggOXKD2Hca3RA80Ika1RVp7K+agccgnaO2uZCCdIpU1sS6JpAk0TbN+5vFbd2a3RN2KbFuNvdRO5OIy0Jd7NDQTu6Ky43K+Ukokz/Yy/3ZOdOO1zETi6Bd+W+etSF4PQBI3v38HgC+eL1ugiITPnzMH5qTvYgaejjsiVENgS35YG3E3Ln65SvbuZ0V92FZTrGX4XjuryNOgYQnJ71XVOJjZhzvopOzC5x3uhLK+xUujB7FgoRT4qQi6BYejsv62NbTuCtLbXsHlrgNsOd1C1TG+B/y35daAwOpZSMvDDs4TP9GMlMtgpk8ilIXq///ackybWgvCpXsbevJ7z+TWjKYZ/fpFYz1jZX8vbGaD14/uK3id0DU/b8qdWuwI+Go5soeHOrUsWYyklqdEoqdHs3kP1ruaswbyuIXSBcOhobgfNH9q97PXO5jfrfkmncwynyFAl0jgw2efu44Hqd8r6OiuFmjySj4qQ50DTBIEGL4EGb1mPK/TClEdyKEJqNJqfd7QlViJDrGukYozLpS0Znz0pZPp2y2bsxHW8HeX3+K1qrqFmfxuT52Y1vWgCzWVQvbs8FS/TSCvbmr2YVuXkcITBn5zDTmdPUJpDp+m+3TR/aDep0SjJoQi6x4G3o77sTR5VWob/s/FH9KRrGbaqaTfGaXIUmZZdgUyb3Pe+cJKHn4TvHFvjBVUASpBXka/d/Ta93zhZVJDTY8WrOqRpkwxFKkaQ7bRZsgLBjKycx2/gyGZcAS8TZ/qxUibeznpqb21Hd5XnKxztGmH0l12Y0RSaU6dmfzt1B9vnFWY7bWbb0mfVQlumzcA/n6Hzs3fgCvhwBYoMMC0zHc4wHczfOVeJCIEqhZtCCfIqIk6/jtD1XGQwG8PvRmgCecPOvDA0HPPYPK4mmtNAM/RcNDiblVynENlpz+We+AwQ7wsz/POLuRONnbYIn+pBWjaBw51zPjd6bbSoXzI2RK+OULOnpezrXW/owTbM4T4+857RDR8lqxxyheBpq8tu3t04dl4r/9j55SA0Qd2hjoJuQKFr1C+xHnitGXvzekHUL02biTN989YjW4lM0cdIyy7dxq7IkZY6V9MBRqlBPPEonuDyyg1vdlSEvEo8cvxReindCCI0QduvHGD4pUtMDsWJO/zU+0xa37+1bJfl5aJmbyuaQ2f8ZA9mIo2zporA0S1zzperZEqOgZLZ9uobJ0TPpqo5O+3kxpy6MDSqipjQK2b4WXQH3504jEBiSY1NYoD/af8w//2nyysrvZmprF/6Ome+rjzN4+al9zzCi9GdCCSakHzCOMX9nJvzeauJlJLk0CSa06Dtk7dWxESL5eKs9ZAcnCy8Y2oqyVy4Gv1UtdaS6A/nRFkYGu6m6qJTQRRZziWb+YeJO0jLGQm6Jlv51r9/lY//m89sWP9kJcgVxD9OHOSl2I4ZM3AJ35+8jWotyXu8XWu7OLKRZP8PzmBNj7W3bWr2tVF/uPOmnkgSuGMz/T84k5d6EIZG/W0d8zZxCCFo/tDuKfvOIZAS/84mqnc13dSfyUrzfG4y+gwWOj2yiYnw+hoAuxhUDrlCsKTgp7FbSMv8iCwtDZ6NHFijVc0gpWTgn9/FjKayxvcZC2lJJs72E+8uf/3xauI97J3WAAAgAElEQVRuqqbl/j04G7ygCQyvi8B7tlKzwGkkQhNU72qm/cFbaf/kQWp2t5StG28pSCmRduXUridsB+NWVd7e57jloVhfvI5Fy599ZcPmklWEvMJ4goGcxeZcpKSBKYvnzias1a2ysFImdjKD4XflhCUTTmRHDN2ANG0m3h1Y0nijSqKqtZaOT9221stYFnbGYuT1q0QvDyMtiavBR/C927NTu9eAuO3gz8fu4p1kOwKJT0/xcN1r7HP3s9/dx0CmJq/DEMAWBm0ixJYNWnGhBHmVmC9/XCUy+LUkYbtwPHyHY3UiUDtjMfziRWLdYwhNIDRB4M6tVO9smjL6KX4JPt2xp1hbBp9/l+TgZM5fJDUSpe/Z03T8+iEcvvLNU7Sk4EeRvfwsuouUdLDb3c9nak4W2H3+55F7uZoOYk450Y1bBk+NfoB/2/gDPuw7xyux7cRskbvfKTL8WvVJ3MkMlRPfry4qZVEhCAEP1b6BM88UxsYpTD5Tc3LBx0mNRAmf7mXywuBMrneBDP38ArHro2BnrSLttEXolcvE+8MlmxuEruEts4eFYvGkw3GSQ5ECsydpSybOLn2iSjH+69jdPBc5QNj2kpBO3kps4smhB5i0ZkR/MOPnWqYhJ7bTmFLj+cge/HqK32t6hg/736XdMcZeVx//c+DnfMif9eAQTzy6Id3gVIRcQRzxXMerpfn+5K30ZuqwpIaQkp/FdhEwoiVHrkM2bzj84iViXSNIKRGaYOS1q7Tcv3dB5VdmPE38epFI3JKMvXGN9k8eJPjebYReupzNT8rsxpfhc23I5gczliJ2bRRp2Xg21eOsLbyyWU0yE4mpxqIb7rAl6bGFT/aYjxHTy1uJTQVTqFNS56fRXXxqagr1mOVDLxLn2mgMmVknPb+e4tM1b/HpmrfyHqMHp4zsNyBKkCuMPa4BnmM/UgosdCx0fhnfzLlkM19v/j4urXjUG7s2SuzaSK5SYDpSGvzJOTZ/4ShCm3vH34yVbmJIj8ezjQ5JE8Pvwk6Z6B4n/luaqd7RiLZMO9KbjcjlYUIvXwYkUsLYm93U7G8lcHjzmq3JWecpboWqCVxlHN3Vl6nFEDaZG14qO4V6xgmx3TFORhYfjrrLNVS29aw3VMqiwujKBLiWCeRFIDY6cenk9fiWks+LXBgqOplZ2pLkcJEa2xvQnHP7Dvc99w5jx6+RCSewEhkyEwlSQ5GbQoyllFip0h4ci8FKZgi9fDk7h8+S2fSOZTNxpp9kaO1MfRzVVXg66grMizRDK+sVTNCIYhaRDR2LVmPGS6NaT3KP9xJOMTN+S8PGrWX44AKHo25ElCBXGL3p4m5paengWqZ0JcNcY4EWMuDE8LqhRBStVzlJj8XyBE2aNrGuEdLj5bscXgniveN0/90Jrv23X9L1F68z/IvLy7IzjfeMFZ/DZ2bn8K0lTffuomZ/K5rLyFqTdtTR9smDZW3eaXVMsMUxUnwKtT9faD9X+wafrTlBixGmWktw1HOV3218bs7U22w24lQRlbKoMIJGpOjUIqfI0GyUjnT9O5tIDk0WtvBOjZKfD83Q8HYGiHWN5D9f13DUeTB7xos8S5IYmMRZV1570nKRGoky+JNzuc9EIolcGsJOmTTfd8uSjjnXeW+Zk72WjdA1Aoc3r3jq5F83/JS/HL+TNxOd2AiajQkernutoMpCCLjHd4l7fJcW/RrTBvbi9OvAwTKtvPJRglxh7HINUqfHCJn+3OBKsDGwudtzpeTzfFsaiF4NkejLtvAKXYAQNH3wlgV58GYmEsS6C60PHTVuqpqqSfSFC6d2aNq8rcVryfjbPYVpHEsS7x7FjKeXFDl6O+oZkZcLbheGhm/b8qbJ3Ii0JXbazEa8K9D1l5lMMnriGon+CXS3Qc3+Nqp3zt9h6NZM/sfAL/gX8lVMqeEusa+hWDxKkCsMTcD/Efwx3xl/D2eSbUig0zHKI/Wv4tNLjysSWraFNzk0SbwvjO4y8G0NLlh0wu/0FR2TlJlIZsfRvy0KNo2EJvCsgCF9uUiXGCYqNA0zllqSIOtVDhru3s7IK1eyaSIpEZpG9e6WBV2JLAQpJeFTvdlBAJaN5tCpv30TNXvKZ8ZvxlL0/tNb2OlsWYadzDD62lXMcILA0dJ7FbMxhI2xzCnUinyUIFcg1XqSLzf8jIzUsKXApd1Yy1QcIQRVzTVUNS/e1CY1Fit6yS10gZ2xaf7wHoZ+dj67kSUluttB84f3oBmVuw3hbvSTCccL3pe0JY7qpXc/Vu9soqq1htjVEaQl8XTW46ovX9pm4p2+vOjeTpmMHr+GMHSqdzbN+3zbtIleGSZ2bRTd7Sh6sgi/01eQS892XfZnjf8rbI7jRkEJcgXjEHbRDaSVwB30kRqJFkTJ0rJx1lZheF1s/vzRbE2rJnDWeSrePKfu1naiV0fypnkIIxvNLtfS1OFzU3ugfblLLEDKEiOyTJvxk93zCrJt2vQ9c4rMRCJ3jOjVEQJ3bqFm90y1RWJgsugVkdA00uH4kk7qiuVTueGNYlWp3t1S0BotdA3v5oacH7DQBK4GH656b8WLMWRLwdofPJAtB3Po2enYRzYTOLJ5rZdWGluWbEU34/Mb3kcuDeWJMWRPqqOvd+VNeXHUFG+llrac0/9ZsbKoCFlB5GqI0MuXEQKkINuF59Cp2ddK/W2b1np5y8JZ56Xl/r0Ft0vbJt4Xxk6auJurcfjL5/WwHISuYXhdRY2cnLXzp1liXSNF69HRBMnhCJ72OgDqDrQTvz6WX5utCdwtNRXzWWxElCBvcNLhOKEXLxU0TQhdTPkBV34kvFjS4zH6nzuDbdnZOjYpqd7dQuDoloqI/OuPbi74mwhdI3B067zP1Vwlcr9SojlnmnhcDT6a7ruF0C8uY6cySAnezgCN79u+7PUrlo4S5A3O5IXBot650pLE+8J4K7iKYilM+zpbyUze7ZPnB6lqqakIG1H/1iCaoTN24jqZSBJnbRX1d2xe0Iismj0txHvGCqJk3eUoaKH2bqrH8xt3YCUyaA4dzVH5XZfrHSXIq4QV6kMPLszwfDWxEpniDQ1SYifXX31pejRWIMYwVWFwbrAiBBmyYundtPiTYVVLDXWHNjH+5nWY8rLWnDotH9tbNPoXQqyLMVzrBSXIK0w8NMqZrxxj3zcfXOulFMXbUZ91Lbsx7ygl7pbqtVnUCmKbVklf59nVGDczdQfaqZ7q3NRcBu6m6opIxSjmRwnyKnDi1UH2rfUiSuDdEsB5pp/0eCxvSGf17paymppXCu4SzmfZTrvV83W2TYvJc4NEu0bQHDo1e1rwbKovEE5Tarwc3c6r8W3oQvI+70Xe4+lCE3P3aetuR8VE+4qFowR5gyM0jbZf2c/kxSEil4bzxGE9InSN4Pu2ZzfNZvk6O+s8+Hc2r8oapGXTd+x0tjxtauMuOTRJzZ4WAkdmuuRsCd8Y+RBd6UBu1mJ3po53ku08FnhpVdaqWF2UIK8ilZpHTo3FmDjbT2ZyyoVLSlxB/7rNLfq3BnEFfNmpKvE0no56fFsCqzaYNHIlRGYyUeCeN3G2n5q9rbk64HdTrVybJcaQdf07nWznerqeTufNPVxWUYhqDFkl5JNPIyVYo4NlP3ZqLMb42z2ET/eSiS5uhLoZT9P/gzNkwolsSGZLEgMT9D97em5Lz5scZ00VDUe20PSBXfi3BVd1SnS8u7AKAgBNIzk04+h3PtlEShaWsdlScCE1fwu14uZDRcirxHeOwRP3HaLv56fKetyRX3Yx+e5A9vJbCMbe7Kbh7m0L8jwAiBQre5NZoU4OTFC1gFKr9UR6PM7Ym9dJhiI4fG7qbuvINVOUC93jzLbEFxvwMctDokZP4sDMG1YAWe/h6gV6CituLlSEvMpIq3w7+cnhSSbPDWQvfSW56RUjr1wpWtpVjPREAqzikXAmWtpdbj2SGovR+/23iV0bxYqlSQ5NMvj8OSKXh8v6OjW7m4tG5JpDz/OQOFpi807D5jZ3T1nXVAwp4Y14J38Y+jD/z/BHeSGyq+hYJkX5UJ/uKvJk5DHa7ztUtrRF9Eqo+KWvgFj3TH4xM5kgcmmYeF+4wELT3VyNKOHYVmrS9FoiLZvI5WGGX7rI2JvXMct40hh741qhqY9lM/J6V/F5dUvEWecleM8OhEPP/mNoGNVuWh/Yn9cZWa0n+XLgp/i1BC6RwSUy1OtRfif4fMnZiuXkL8NH+fPxu7iQauFqupHvTd7OH4bux5IrX0JnhfqQloU8cOeKv1YloVIWZcS2JX094wwNRrAsSXWNm81b6qlaqc2xOWpLhch2pYV+cZno5VD2ElkINKdO2wP7c/aT/m2NhN/uzRrXTImO0DWqWmpwBcpjKWmbVnYwapVzWa3Ydtqk75nTZCLJrHBqgvA7fbR8ZE9ZUiulZuLJjIWVzJR1k9O/NYivM0BqJIowdJz1xd3zbnEP8cct36UnU4eGTbsjXPTPfi0d4K/Hj9CVCeAWGe71XeDB6lMY85THlWIw4+e12La8dElaGvRlank70cHtnu4lHXcxtD3+Jb7+ysaZFgJKkMvK5YvDjI8lctHUxHiCM5P93HqoHeeU3aM8cCfyhZNlqbjwbQ0yeW6wcHinBE9HPdHLoWwUPet+K2Mx+Pw5Oj59CMheJrd/6iCjb14nfm0UoWtU39JUFmtJadmMvHaVyKUhQCAMjcDRLQvOb99I+Ez/VHXClMjYEmlLhn5+kc7fuGPZzQ+Gx0m6aHdivg9EuRC6hrtp/uYbTcg5KyoGM37+MPSR3AZgQrp4PrqHccvLb9W/kntc0jb47sQhXo9vw5Qae939fL72OAGjcC7ixXQTQsiCPHdKOjibal0VQd6IqJRFmUgmM4yPJgoubS1Lcu3KzGikr79ykLbHv1SW13Q3+qnZ15od0aQJhC5ydba628HEu/1FUxqZySSZyZlpGrrbQePd29n8haN0fu4O6g5uKkvVQejVK0QuDSOtbG7bTpmMvHqFeNH5fPOTPbkURnx22iRTYjrIYqg7uKkgfSN0Dd+Opoqerv3P0b1kZP76MtLgRLyTCSvb3COnapp/EdtOUjow0TmdbOPJ4Y8TtwsrOfxaCq3IrqOORY22/M96PtZxgc+cqAi5TCTiGTQNiu3ZjY3FGeiboKVtZsNGyvLUJQfu2Ix/eyOxnjGEpuHbEsjVsRbNLwMIljV5eSHYaZPo5eECAZWmzdhb3Xg6Fl+5UCrXjZQLmhs4H76tDZixFGMnu3MucL5tQYLvmd9lbS3pTgewi8RWhrAZMqup0ZN0pRvozdRhzvrJSzRS0uDV2FY+5L+Q99z97r7seCYpmT0lQReSu72FMwXLiRXqo/2+Qzy5wdIVoCLksuGucsx5Vu+5Po49VV729VcOIp98umyv7azzUHegndp9rXnm4t6tDUWFShgazlpP2V6/GFbSLJnjXupGXPXu5qKiLC3J6C+7ClM3i0Takpq9LWz54lHaf/U2Nn/hKI3v31EWsV9JOhxjaBS5EpIaTVOTyvvN2qIeUmnpoDtT2GJtCJvfCf6YgB7DJTK4RRqPSPFY/Ys0FElxlJueex9b8deoRFSEXCaqqhz4q11MhEvUhwpIJkw83pmNoXJFyaWo3dtK9MoIZnRmE0xogqYP7Fpxn2PD6ywpyEsdBlq9q5nkwCTRqyMF17TxnnFGjncRfM+23G2psRjRyyGkbePd3IC7yV80z2ylTUZeuUK0awRsiavRT/C929GcN8fP46P+s7yR2ExqVkmaA5PbPdepmapXbjImik4DcwqTdkfxFFK7I8wfNP93ejN1ZKTOJufokjcJFQujsk/9Nxk7dzfhKOEpK22JY9bG0HeOwZmvHFvRXJnmNGj/1EGCd2/Dty1I7b5WOn7tUNkbHYohdI3A4c7CnKyhUX/70qaQCCFouncXoshnLC2byPmhXHdh+J0++r5/ivA7vUyc6WfgR2cITU+Knv08KRn44ZmcGAOkhiP0PXN6QSOTKoFmxyT/e/DHbHGEEEiqRJoP+c7xSN2rucdsd4ZoMibRmTVfEBsHFnd7r5Q8thDQ4Rxnq2tkVcTYHO5DSjg7sjq+IpXGzREC3CTousa2nUEunhvCnrW5JwTU1ntKirU53IfRuDJRsmZo+Hc04d+x+q22NXtb0T1Oxt/qwYyncQd91N+xGWfdMsvpSjTXTDfImPEUYyeu5eWvpWkTvTxM9Y7GvMqG9GiM9Hi8cLirbTP6xjWsRBozmsr6DN/ageGrzHlzW52jfK3ph0hZ/MJECPid4I/56/ARTsQ3Y6GxyznEb9a9jlerrBPPma8c48Sr5bcYuBlQglxmauuq2Ly1nutd40gpkVJSV+9h285gwWNPvDrIuw98j4ee+zTW6CB6YP1FBb4tDfi2lNfW0tVUTbJ/ouB2Z70XoYlsFYco7E2Wpk20ayRfkCcSxRXMkkQvD+cOkQknmDw3SM3+Vupv76zYqou5Kv88Wobfrn+F36p7BQlU2nQuc7hvrZew5ihBXgEam6tpaPSTSpk4HBrGHD/eeGiUtse/RN83nlrFFd7cNNy5lb5nTiNNKyuYYspW8+6p/HEppZl63GycdZ6C6DhHkZsnzvSTHIzQ9uCBm9b0XQiK5pMrgb9/4HvEN2h0DCqHvGJomqCqyjGnGE8z3Y2kIoSF4ar30vFrt1G9uwVX0Id/ZxPtnzqYi3y9nYGiYio0Df/2YMGx3M3VoC9QomR2SGqiL7zct6GYhfruZ1GCXCF8+0i2DE59MReGw+8meNc22j95kMb37cgr49NdBo337kToGsKY+kcX1B/uLJq/bv7wHmr2tKK5DIShZWuk59Bnadokh4u3WSuWzt8/8D3iodH5H7iOUSkLsjvt8ViaTMbC53ctKKpdCb595Gme8H+Lvp+erEgj+5sJ3+YGqj5fS7x7FGlJPB11eTXas9EMjYajW2g4OjOtY/D5d7MGTcUibUNbt+b9a4EKQmbY8IKcSpmcPzNIKmUiRDad2L6plrb2tfEB/tH+32PfCw9W7HSRSsWMp0n0hbMRbnsdmkNHdxlLri5pvGcngy+cL5qaEJrAt3X15u+tZ6bF+NtHnoYNHh2DEmQunB0kkcj3Du7rDuP1OqmtW9luNgDbthkbiROLpfF4HPzyZZv7pzb5lCgvjPCZPsbeuDa1WyVASpo/vAdP29JPqprToPVj+4j3hwm9fAkrngYEhs9F0wd33TRNI5WMFZolxgpggwtyIp4mWcTdy7Ylg/2TKy7I6bTJmVP9mBkb25ZomqD72jj/V2Yfjz75NDzx6Iq+/nogNRpj7I3rUzXHM/mFweffZfMXjqKVqP1eKJ7WWjo/e0d2NJYEw+e6aasrKgkrlG0AkU8+DcfWejWVw4be1DNNu2TdZiZTvskepbh+dYx0yso1kdi2JJOxuHplhO8cy/rBqvza3EQuDRWOoAIQgnhP+YaAOnxuHH63EuMy0vb4l/iOEuM8NnSE7PU6i7YuC01QV18ec/a5GB+LF719YjyBlJJvXLyPh3gKc7gPIVhw+sKUgtPJdgYyNbQ4Jjjg7l23HgS2aRfdeEPKFXe0W++cTzbxbOQAIdPPFucIn6g+RZujsCFnsUxHx72BjefmNh8bWpA1XWPz1nquXR3LRalCA6dTp7l1fuPwlWI6CIuHRvn2kad5+EEWnL6YtNz8/vDHmLTdpKWOS1j4tCT/tvGHCx6MOWp6idlOWh0TWQvGCsa3OZC1+bxRfKVcFc+OcmFKjZOJTVxINVGvx7jbe4VafeV9h0txIr6JPxt/L2mZlYixhId3km18NfgjOpxL87OG/FSFio4L2dCCDNmuuiqPk8GBSdIpi7r6KhqbqzGmTHFM00IIgb4CFoyBBi8joWhBlF53wzif7xyDR2BBkfLfhO9gzPJgkc2dJqVGxtL46/AdPBZ4ec71TFpunhq9h+vpAPqUEP9G7XHu9l5d0vtbDaraavFsqifePZYTZaFr1B/uvGlK05K2we8Pf4wRy0dKOjAw+UFkP/9rwwvsdJV3wOpCkBL+JnwkJ8Yw7Z0s+O7EIR4PvrCk406n38585Rgnjm3cbry52PCCDOCvduOvdufdFo2kuHIpRHKqAqOmtoptO4MlDYKWQufWeqLRFKmkiZQSoQkcDp0t2wpLqr595GkO39XMvm8+OOcx30psyonxNBY6byfmd1j7T6P30p2ux0InM3WS+G/hO2kyImx3hRb+xlaRaQe4RF+YaNdIzkzJ1VAZA1rjtoNjk7dyPL4FgeQu7xV+xf9O3pDSH0f3MGz6c/PrTAxMCf9l7H38x+bvzelPsRLEbBcxu1jNtqArvbRyvzwx3sCt0fOhBLkI6ZTJu2cGsGe5hU2EE5w7M8D+g21l29gxDJ0Dt7UxEU4Qj2Wo8jiorasqefwTrw7y0fsO0fvCyezzF+EQN18GeTBTTV+mrkDM01Lj+cjuihVkyIqyp72u4lIUlhT8wfBHGTarMac+159EdnMu2czXGn+YE9rj8S15w0SnidlOhkw/zY7V7Qp0axlEiW/MQtNes5mesr7RfSoWwoausijF0GCkYDaelFmD+WikfGPnISsmtXUeWttrClIVxXgy8hh//8D3gGzUMV3LOc2tVT1o5FeIaFgcrOqZ87gTdhV6kakToDFmrfwG53rkdLKdUcuXE2OADAYDZi3nUzPOfoYoYScqBY41yOEbwuZ93ks4yS8JdYoMD/hPL+pY5nAf0rKQTz694duiF4IS5CIk4unixvECUkWnEq8u05t98smnC9b5+drj1OkJXCINSFwiTa2e4PO1x+c8ZodjDFMWmcuGyX63Kr1bCtfSgdwk6NlkpMb1WWOT7vFexCnym5MENk2OyaIToVeDh2rf5IinCwMTl8jgEhk+4T/NnZ6uBR9jduOH2sBbGCplUQR/tZvweCLPZB4ACR5f5WwUFdvsq9GTfL35n3gr0cGAWUOLMcFtVT3zVkt4tAyfqD7Fs5EDpKdExMDCp6X5oC87ADNpGwyaNdTocepmVQD0Zmp5K96BIWwOe64TNKIr9ZZvKoJGFJfIFIiyQ9g06DOf0T3eS5xPNXM62Y6QoAkblzD5V4EXV3vJOQxh80j9azxUe4JJq4qAEV1UtD47Z4xKUywYJchFCDb56e+dwLZnjbvRBDW1VXgqbOd+9mafOdyH0HWMQDN3eK4v+lgfrz5Lq2OC5yO7idhV7Hf38lH/WXx6ih9O7uWZyK1o2FhSY5drkMcCL/Hc5H5+Et2NhYZAcmzyVj5b+wYf8F0q+3sNW1WciHeSlgb73b10OFfWAjMTSRI+1UtqJIqz3kvtgbZFDYc9XHWNf5g4RFrqyKmLUYGNW2S4dVYKSROSfxV4id5MLVdSQWr1OHvd/RVRO+7RMni0zPwPnIUV6qPt8S9lbWWVGC8KceOMsblobj8gv/jlZ1dwOZVDOm3SfW2c8FgcTRM0Nvtpba9Fq7QxC7P42t1v54zuyzkSKluTencucoZsKmObM0RXJphXHgXZAZu/3/KPZa2jPRHfxH8dey8AFlo2z+m5xOdq31iRKoTUaIy+ZwtN8Fs/ti9v4sh8DGaq+f/G7qYnUw/AFucIv1X/yqpfRcRsJ5OWm4ZFRrqLwRodRE6N11JWmvn88Vc735RSHp7vcSpCLoHTabC9yNilSubrrxyEI0/zyPFHc9FyOcZC/SiyL0+MIVuadSndVHQbUAg4lWjnnjJFyXHbwZ+NvzevEiEtNV6Ob+d2z/UVqdUdef0qcnb7vMz6IIdeuULHr9224OM0OyZ5oumHxO3s57fYaHO5pKXOt8fu4mRiE7qwEUh+tfot7vNfKOvrTKcocg0fSoyXhNrUW4d8+8jTtD3+pVy0slwmbXfR20uVRgkkooyX22eSbWhFpD8tdV6PbynyjIVzJdXA344f5h/Ch+hO1+duTw5NFn18eixWUIGzEJZy6V8O/mLsTt5KdGCik5IOktLJ9yZv561ER9lewxzuo/2+Q2rzrgwoQV6nfP2Vg7Tfd6hoadxi2e0aLCqITmFhFLndloKD7t5lveZsSgn/cvnb8GH+eOTDvBC7hR9H9/D7oY/yzOR+gJL2msLQKncg3Q0kbAcnEpsLapzT0uAHk/vK8hrTkfGfuL9WluNtdJQgr2Oma5alnKpZHl3aBsuD1adwiwx6rr5Z4hQmX6h9nV+pfgcHJgYWDkwcmPwPda8vqYGgFHvd/dhFvqpOYS2qDGs219P1vBTbSVo6kGhINDLS4AeT+wmZPmr2tBQMRBW6hn9X003j+Ba1XWgl8sVha3nWsuZwH+ZwdvPu20dUjXG5UDnkdc6NBkXTEc1iNv0CRozfa3qGH0X2cj7VTIMR5WP+s+yYyt3e4bnGqUQ7hrA5VNVddlMcj5bhX9b9IrepZyPQhOT93kvscC4tf/xWooNMkbpryOa/7zsYwYwkiV4NIXQNadl4OupoOLK8FMlqUqfHMLBJ33C7wGaHa2hJx5w2B4IpY/lXlrdGRT5KkDcI3zkGTE1meML/rUW3X9cbcT5f90bR+5qMCB/xnyvLOktx2NPNdtc/5srebq3qpc2x9LI3h7DQkNyYZRcie5/QBI337KT+js1kJhI4qt0lZ/JVKoaQPFRzgr+eOJqrhNGwcQqTB6tPLfp4yo9i5VGCvAF5MvIYngcCPPTcpxfttbyW1OoJPuQ/X5Zj3eG5xrOTBwoEWUq4bVaNsOFx3jSuccV4r+8KtUaC5yb3MWb52OEc4hM1p2kyFu6PMS3E7fcd4snIY6q2eAVRgrxBKZbKEALQylMqV+k0GlE+V/sGfxu+A22qIsSWgn9Z/0pZ89+VwD53P/vc/Yt6zvRG8HR6QtUVrw5KkDc406mMhx+EttFsY4k53FfWxpJK5R7fJW6r6uF0sg0NyYGqXnzajRnXjcXs5g75ZDbFpeqKVw8lyApg6kfHDY0lU8UENwb+WZMAAAi9SURBVEM6Y6lU60ne672y1suoCKZTE7m2Z1VTvOooQVYUMO2PsbdhEPFEebv+1htpqfNydDsnEp14tDT3+i4uOj2wlsyumgBVObHWKEFWFOXEq4OcgFw6Y6klc+uZjNT4g+GPMpipJk22NfpcqoX7fWf5ZM3ifINXG+U7UZkoQVbMS6mSOdjY4nw8vpkhc0aMAdLSwQ8j+/iA7yI1Fbg5OH1SBeU7UYkoQVYsiicjj+H6aB22ZfP5H3829wO/WUrnysnbiY6iBvSGsLmUauSwp3sNVlXIbBFuv+8Qf+L+WjYiVjniikMJsmLBWJZN1+VRRkey7crHXb/L1u0NtOxoz9U0w8YR52o9iYZdtK3bp5V31NdiKZobBogAERURVypKkBUL5uL5YSbDydwPPZU0ufDuEA6HzrePPI0nGOAz7xnNyzcLPTtPbj1uCH7Ae4HX4ttI57VgZw3oV8ISdC6s0UGwrTwRnp69qPLDNw9KkBULIpnMMDmR5MaBBrYt6e+bYPvOIPHQaF6++Wt3v404/Tq9L5zMu2xeLxUbHc4wv1n7Gn8VvhOBRCLwaUm+0vBCrtlkJbkxCm6/7xA99z42Y4GphPimQwmyYkGkkiaaoKDVGLJDYYvx9VcOkq1thsN3ZQX4fvGjXPMJ3Pybgu/xdnGoqpuudANuLUOnY2xFJphAfmXENPLJpzk70pz1loig8sI3OUqQFQvC43UWDn0lmy/2Vxc3sJ/NtBnNianmE8hWbAB5VRvTx7yZWrhdmsUt7qW5p5WiWAqi/b5DyAN3Tp3opjgGoLwl1gtKkBULwuHQaWz2ExqK5gmzpmm0tNUs6ZhPRh7L/seR7L9KRdFw80fS8zFX9AvMRMCqaWNdowRZsWA2bw3grnIw2DeJadpU17jZtKUel6s8X6NiUTTkD2+dTbHUQCVWdxSb2FJstnCuZXkaFf1uOJQgKxaMEIKW1hpaWpcWES+V6eGts3n4QQoGO4lZ1R2lKHekXSyyLca0Uc9sCubPqeh3w6MEWXFTUnSY5pFC0ZtNqUh7uRREtsVQm22KBaAEWbFhKBZplwUV2SrKhBpyqlAoFBWCEmSFQqGoEJQgKxQKRYWgBFmhUCgqBLWpp5iXWDRF9/VxYpEUTpdBe0ct9Q3etV6WQrHuUIKsmJNYNMXZ0wO57jzTTHP5YohNaYvm1uo1Xp1Csb5QKQvFnPRcHy/wsLBtSc/18QLnN4VCsTyUICvmJBYtbrQupSSdmr9DTaFQLBwlyIo5cZbwqZCA4VBfH4WinKhflGJO2jfVoWn5Lj6aJmhs8qHr6uujUJQT9YtSzEldvYfN2wIYhobQBJomCDb56NwSWOulKRTrDlVloZiXxiY/wUYfmYyFYWhomjqPKxQrgRJkxYIQQuB0qq+LQrGSqFBHoVAoKgQlyAqFQlEhKEFWKBSKCkEJskKhUFQISpAVCoWiQlCCrFAoFBWCEmSFQqGoEJQgKxQKRYWgBFmhUCgqBCXICoVCUSEoQVYoFIoKQQmyQqFQVAhKkBUKhaJCUIKsUCgUFYISZIVCoagQlCArFApFhaAEWaFQKCoEJcgKhUJRIShBVigUigpBCbJCoVBUCEqQFQqFokJQgqxQKBQVghJkhUKhqBCUICsUCkWFoARZoVAoKgQlyAqFQlEhKEFWKBSKCkEJskKhUFQISpAVCoWiQhBSyoU/WIgQcH3llqNQKBTrkk4pZXC+By1KkBUKhUKxcqiUhUKhUFQISpAVCoWiQlCCrFhXCCHqhRDPCyEuTf27rsTjHp56zCUhxMOzbv+6EKJHCBGd53U+JoQ4IYQ4J4Q4L4T4o0Ws8UdCiLAQ4tmFvzPFRkAJsmK98VXgBSnlDuCFqf/PQwhRD/w74ChwBPh3s4T7manbSiKE2Af8Z+CLUsrdwP/fvv2EWF1FARz/ftMiZMA2NZhGQRAtFEpFbFEgaQoRlrWTcNGilq6CFsFgNAyKtUjcFNGAQ8WIlpsylYwRyv5KUypGKTjmH8KQKXQw5rR49+Ev/Vnv4cQ8Zs4HHr/3zr333XNncd7h997MB35pI8dNwLNtzE/TRBbkVEt9Tj2m7lffVLeU+BPqQfU7da/aXeI9ar/6iXpCXaNuVIdLR3hzmXdC7VU/Lx3mQnW3+rP6QpnTpe5Tvy3rV7eR+mqgvzzvB56smbMS2BMR5yPid2APsAogIr6IiNP/sceLwKsRcbSs+SsitraaYETsA0ZbnZ+mjyzI6RrqncDLwFJgBXB/ZfgAsDQiHgTeo1Gcmu4FHqdRFLcBn0bEAuBiiTedjIiHgCHgHeCZsteGMn4JeCoiFgLLgM2qJbch9VDNY3lZ290sqOV6R80R5wInK69HSqxV84Fv6gbUtdfJb3sb75+mqZmTnUDqSEuAzyLiPIA6CNxXxuYB76tzgFuA45V1H0XEZXUYmAF8XOLDwD2Vebsq8a6IGAVG1UvqbcCfQK/6CDBOo1h2A2ci4uEJOJ81sQn5/WdEDAADE/FeafrJDjnVqStYTW8AW0rn+zxwa2VsDCAixoHLceVH7uP888N/rBIfq8Sb89YCtwOLIuIB4GxznxY65LPlw4JyPVdzhhHgrsrrecCv/3Lmq/0ILKobyA453YjskFOdL4HXyxddo8DTNLpZgNnAqfJ8Xc3aiTAbOFe67WXA3c2BFjrkXSWvvnL9sGbObhodePOLvMeAl9rIbxOwQz0QEcfUm4D1EfFadsjpRmSHnK4REaeAXuAgsBc4DFwowz3AoDoE/PY/pTAALFa/ptEtH21jbR+wQv2Jxv3vPgB1sfoWQLkV8wrwVXlsqNye2aiOALPUEbXn6g0i4ntgPfCuegT4AZjTaoLlbzcIPFr2WNnG+dIUlv86nWqpXRHxhzoT2Am8HRE7JzuvlKay7JDT9fSoh2h0f8eBDyY5n5SmvOyQU0qpQ2SHnFJKHSILckopdYgsyCml1CGyIKeUUofIgpxSSh0iC3JKKXWIvwGapoMQpbXhjAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max,0.02),\n",
    "                     np.arange(y_min, y_max, 0.02))\n",
    "\n",
    "for i, C in enumerate((0.1, 1, 10)):\n",
    "    for j, gamma in enumerate((1, 0.1, 0.01)):\n",
    "        plt.subplot()       \n",
    "        clf = SVC(C=C, gamma=gamma)\n",
    "        clf.fit(X,y)\n",
    "        Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "\n",
    "        # Put the result into a color plot\n",
    "        Z = Z.reshape(xx.shape)\n",
    "        plt.contourf(xx, yy, Z, cmap=plt.cm.coolwarm, alpha=0.8)\n",
    "\n",
    "        # Plot also the training points\n",
    "        plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.coolwarm)\n",
    "\n",
    "        plt.xlim(xx.min(), xx.max())\n",
    "        plt.ylim(yy.min(), yy.max())\n",
    "        plt.xticks(())\n",
    "        plt.yticks(())\n",
    "        plt.xlabel(\" gamma=\" + str(gamma) + \" C=\" + str(C))\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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